Physics-guided diffusion models for inverse design of disordered metamaterials

Microstructure prediction with fine-tuning and distillation on diffusion models.

Systematic design of planar metamaterials whose elastic behavior is orthotropic in volumetric response while remaining isotropic in deviatoric elasticity

Style-constrained inverse design of microstructures with tailored mechanical properties using unconditional diffusion models

Contact simulation based on Fiber Monte Carlo within FEM framework

Additive manufacturing simulation with JAX.

High-fidelity differentiable modeling of lithium-ion batteries and efficient gradient-based inverse analysis